{"id":"W4414466609","doi":"10.1007/s10706-025-03366-x","title":"Regional Correlations for Consolidation Properties of Champlain Sea Clay Based on Micro-zoning Data in Ottawa","year":2025,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Ottawa; Ministry of Transportation of Ontario","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Consolidation (business); Hydrogeology; Soil water; Clay soil; Void ratio; Soil test","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003826299,0.000266142,0.0003598744,0.002092956,0.0008213276,0.000971384,0.0005721413,0.0002943795,0.001822402],"category_scores_gemma":[0.00111925,0.0003377325,0.0004338471,0.002958868,0.0006255023,0.0004026524,0.0006307013,0.0002952931,0.0003207936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005948162,"about_ca_system_score_gemma":0.005047198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9362069,"about_ca_topic_score_gemma":0.9817501,"domain_scores_codex":[0.9996727,0.00002173813,0.00003204,0.00009688197,0.00007090091,0.0001057579],"domain_scores_gemma":[0.9982785,0.0002109763,0.0003374904,0.000117537,0.0008379409,0.0002175843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000197106,0.00001881876,0.9888331,0.00003175651,0.0001147042,0.0001202633,0.0005443916,0.003090163,0.002084332,0.0001658031,0.0007524075,0.004047294],"study_design_scores_gemma":[0.000002984296,0.000005288965,0.9984356,0.000004767809,0.00001510245,0.00001154138,0.0002645385,0.0007494509,0.000201243,0.00001023903,0.0002905077,0.000008677201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961437,0.00006229273,0.00007517751,0.00002819533,0.000002065321,0.000006219778,0.002607985,0.00002241243,0.001052045],"genre_scores_gemma":[0.9973959,0.0000405877,0.0001530184,0.000005848517,0.000001087726,0.00000557056,0.00159546,0.000005657301,0.0007968257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06379306,"threshold_uncertainty_score":0.1283374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560329782029627,"score_gpt":0.2215945968863672,"score_spread":0.1959912990660709,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}